{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 准备工作"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "公众号 = \"UI设计\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "fn = { \"output\" : { \"公众号_htm_snippets\": \"data_raw_src/公众号_htm_snippets_{公众号}.tsv\",\n",
    "                    \"公众号_df\": \"data_raw_src/公众号_df_{公众号}.tsv\",\n",
    "                    \"公众号_xlsx\": \"data_sets/公众号_url_{公众号}.xlsx\" } \\\n",
    "      }"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 采集公众号（requests）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "0\n",
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    }
   ],
   "source": [
    "# 目标url\n",
    "\n",
    "import time\n",
    "import requests\n",
    "import pandas as pd\n",
    "import csv\n",
    "\n",
    "\n",
    "url = \"https://mp.weixin.qq.com/cgi-bin/appmsg\"\n",
    "\n",
    "# 使用Cookie，跳过登陆操作\n",
    "# 需要修改的部分：Cookie、User-Agent、token 你的信息，fakeid为公众号信息\n",
    "headers = {\n",
    "  \"Cookie\": \"ua_id=Ir1HfiFMQ6siCfk5AAAAACKdPqfnDSL_7SwGcjXUfKc=; pgv_pvi=9261946880; pgv_si=s4287340544; xid=; mm_lang=zh_CN; cert=eOxnrOavNYXZXd6aiqXS_v4DmL6NO2vD; noticeLoginFlag=1; openid2ticket_oo2v75lekr_6UB7lmBMdqZAy-v3w=SjNaKJnqEMsa2LoIC8sqYVSk3txb/3wsWAjWwwK9/ow=; uuid=2b9c381277b13e7360c1184742d1dc5e; bizuin=3582772585; ticket=4f9e4000cd999dac6a9e1b58e0e41256df36fd89; ticket_id=gh_29c19d6dbd7b; remember_acct=1406898794%40qq.com; rand_info=CAESIPZYzLVvTN0tjXZA6o0VWoaIxErU7yp4RCoEDJToJzoG; slave_bizuin=3582772585; data_bizuin=3582772585; data_ticket=xELgHBAq0/DvyQNGIyE/2evRHRcAKnOu3X6a44HFWP119sHR8k9LtJ/b8ERmNVNp; slave_sid=RlVyNGdHbEZhYkZyODNoTFh2VWl4czRRTmtHTjBjakowcjNDOGlVMm9fQTBpc0lzVU50M3M1UncxWkRzVFpVTVRkbG1zTGhFUm5ROFFsZVZKX3RyZXpmaHphRE51ckNueHVYNVM5T2RlTVhMNVdvaVZyNlBiR2F6OUl3TWNoUHhIbExmVGNUVU1WSndPSGlO; slave_user=gh_29c19d6dbd7b; openid2ticket_oacWM1Rb0HXrwWIZEeIj2e7EDs8A=wsQT4GfZ4x8MikQ2qZNFHy+NZtWcgm8kdiG5ETTyYC8=\",\n",
    "  \"User-Agent\": \"Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/81.0.4044.138 Safari/537.36\"}\n",
    "\n",
    "data = {\n",
    "    \"token\": \"1770511752\",\n",
    "    \"lang\": \"zh_CN\",\n",
    "    \"f\": \"json\",\n",
    "    \"ajax\": \"1\",\n",
    "    \"action\": \"list_ex\",\n",
    "    \"begin\": \"0\",\n",
    "    \"count\": \"5\",\n",
    "    \"query\": \"\",\n",
    "    \"fakeid\": \"MzA5NjIwNzc5Mw==\",\n",
    "    \"type\": \"9\",\n",
    "}\n",
    "\n",
    "\n",
    "\n",
    "content_list=[]\n",
    "\n",
    "for i in range(5):\n",
    "    data[\"begin\"] = i*5\n",
    "    print(data[\"begin\"])\n",
    "    time.sleep(5)\n",
    "    # 使用get方法进行提交\n",
    "    content_json = requests.get(url, headers=headers, params=data).json()\n",
    "    print(content_json)\n",
    "    # 返回了一个json，里面是每一页的数据\n",
    "    for item in content_json[\"app_msg_list\"]:\n",
    "    # 提取每页文章的标题及对应的url\n",
    "        items = []\n",
    "        items.append(item[\"title\"])\n",
    "        items.append(item[\"link\"])\n",
    "        items.append(item[\"create_time\"])\n",
    "        content_list.append(items)\n",
    "\n",
    "\n",
    "name=['title','link','create_time']\n",
    "test=pd.DataFrame(columns=name,data=content_list)\n",
    "with pd.ExcelWriter(fn[\"output\"][\"公众号_xlsx\"].format(公众号=\"UI设计\")) as writer:\n",
    "    test.to_excel(writer)\n",
    "\n",
    "# test.to_csv(\"../微信公众号爬虫_zhichao/南方周末.csv\",mode='a',encoding='utf-8')\n",
    "# print(\"保存成功\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# 采集公众号（selenium）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import numpy as np\n",
    "from lxml.html import fromstring\n",
    "import time\n",
    "from random import random\n",
    "\n",
    "# when selenium main_content is used\n",
    "# Parses an HTML document from a string constant.  Returns the root nood\n",
    "# root = fromstring(df.loc[1,\"html_snippets\"]) "
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 使用Selenium\n",
    "* 要更改 opts.binary_location 至自己本地的Chrome浏览器，建议portable\n",
    "* Chrome浏览器 和 chromedriver.exe要同版本号到小数后一位\n",
    "* 要确保可以 开启浏览器机器人\n",
    "* 要确保浏览器机器人 可以打开网页 driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "D:\\anaconda\\lib\\site-packages\\ipykernel_launcher.py:18: DeprecationWarning: use options instead of chrome_options\n"
     ]
    }
   ],
   "source": [
    "from selenium import webdriver\n",
    "from selenium.webdriver.common.desired_capabilities import DesiredCapabilities\n",
    "\n",
    "#caps=dict()\n",
    "#caps[\"pageLoadStrategy\"] = \"none\"   # Do not wait for full page load\n",
    "\n",
    "opts = webdriver.ChromeOptions()\n",
    "opts.add_argument('--no-sandbox')#解决DevToolsActivePort文件不存在的报错\n",
    "opts.add_argument('window-size=1920x3000') #指定浏览器分辨率\n",
    "opts.add_argument('--disable-gpu') #谷歌文档提到需要加上一这个属性来规避bug\n",
    "opts.add_argument('--hide-scrollbars') #隐藏滚动条, 应对些特殊页面\n",
    "#opts.add_argument('blink-settings=imagesEnabled=false') #不加载图片, 提升速度\n",
    "#opts.add_argument('--headless') #浏览器不提供可视化页面. linux下如果系统不支持可视化不加这条会启动失败\n",
    "\n",
    "opts.binary_location = r\"C:\\Program Files (x86)\\Google\\Chrome\\Application\\chrome.exe\" #\"H:\\_coding_\\Gitee\\InternetNewMedia\\CapstonePrj2016\\chromedriver.exe\"  \n",
    "\n",
    "# \"H:\\_coding_\\Gitee\\InternetNewMedia\\CapstonePrj2016\\chromedriver.exe\"  \n",
    "driver = webdriver.Chrome( chrome_options = opts) #desired_capabilities=caps,"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(\"https://mp.weixin.qq.com\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 填表登入"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "selenium 的定位方法\n",
    "* find_element_by_id &ensp;&ensp;&ensp;  根据标签id定位\n",
    "* find_element_by_name   &ensp;&ensp;&ensp; 根据标签的name定位\n",
    "* find_element_by_xpath  &ensp;&ensp;&ensp; 根据xpath定位\n",
    "* find_element_by_link_text  &ensp;&ensp;&ensp; 通过文字链接来定位元素\n",
    "* find_element_by_partial_link_text  &ensp;&ensp;&ensp;  通过文字链接来定位元素\n",
    "* find_element_by_tag_name  &ensp;&ensp;&ensp;  根据标签的名字定位\n",
    "* find_element_by_class_name  &ensp;&ensp;&ensp; 通过class name 定位\n",
    "* find_element_by_css_selector  &ensp;&ensp;&ensp;  根据元素属性来定位"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [],
   "source": [
    "payload =  {\"account\": \"1406898794@qq.com\", \"password\": \"Kxt199912282288\"}\n",
    "# payload =  {\"account\": \"1406898794@qq.com\", \"password\": \"Kxt199912282288\"}\n",
    "driver.find_element_by_xpath('//div[@class=\"login__type__container login__type__container__scan\"]/a').click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "WebDriver 常用方法：\n",
    "* clear()清除文本\n",
    "* send_keys(values)模拟按键输入\n",
    "* click()模拟点击\n",
    "* submit模拟提交"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"account\"]').clear()\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"account\"]').send_keys(payload['account'])\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').clear()\n",
    "driver.find_element_by_xpath('//form[@class=\"login_form\"]//input[@name=\"password\"]').send_keys(payload['password'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//div[@class=\"login_btn_panel\"]/a').click()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 点选单"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "其他常用方法\n",
    "* size：返回元素的尺寸\n",
    "* text：获取元素的文本\n",
    "* get_attribute：获取属性值  &ensp;&ensp;&ensp; get_attribute('innerHTML')获取元素内的全部HTML\n",
    "* is_displayed()：设置该元素用户是否可见"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'展开'"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//a[@id=\"m_open\"]')\n",
    "element.click()\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.execute_script(\"window.scrollTo(0,document.body.scrollHeight)\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'https://mp.weixin.qq.com/cgi-bin/appmsg?begin=0&count=10&t=media/appmsg_list&type=10&action=list&token=712007917&lang=zh_CN'"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//li[@title[contains(.,\"素材管理\")]]/a') \n",
    "# main_content = element.get_attribute('innerHTML')\n",
    "# main_content\n",
    "url2= element.get_attribute(\"href\")\n",
    "url2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.get(url2)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 新建图文消息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "element = driver.find_element_by_xpath('//*[text()[contains(.,\"新建图文消息\")]]') \n",
    "main_content = element.get_attribute('innerHTML')\n",
    "main_content\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "['CDwindow-FD9731540CC82122CFF3EC95419530FD', 'CDwindow-1CAA404F4AA6BE446EE85FE34B59DEE2']\n"
     ]
    }
   ],
   "source": [
    "print (driver.window_handles)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 新建图文消息开了另一分视窗，所以要切换 switch_to \n",
    "driver.switch_to.window(driver.window_handles[-1])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 超链接"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "                超链接              \n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//*[text()[contains(.,\"超链接\")]]') \n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "选择其他公众号\n"
     ]
    }
   ],
   "source": [
    "# 点 选择其他公众号\n",
    "element = driver.find_element_by_xpath('//*[text()[contains(.,\"选择其他公众号\")]]') \n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [],
   "source": [
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').clear()\n",
    "driver.find_element_by_xpath('//form//div[@class=\"inner_link_account_area\"]//input[@class=\"weui-desktop-form__input\"]').send_keys(公众号)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-icon weui-desktop-icon__inputSearch weui-desktop-icon__small\"><!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <!----> <svg width=\"16\" height=\"16\" viewBox=\"0 0 16 16\" xmlns=\"http://www.w3.org/2000/svg\"><path d=\"M11.33 10.007l4.273 4.273a.502.502 0 0 1 .005.709l-.585.584a.499.499 0 0 1-.709-.004L10.046 11.3a6.278 6.278 0 1 1 1.284-1.294zm.012-3.729a5.063 5.063 0 1 0-10.127 0 5.063 5.063 0 0 0 10.127 0z\"></path></svg> <!----> <!----> <!----> <!----></div>\n"
     ]
    }
   ],
   "source": [
    "# 点放大镜搜\n",
    "element = driver.find_element_by_xpath('//button[@class=\"weui-desktop-icon-btn weui-desktop-search__btn\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/FYutQibJ3yn8Z6mHNPxKibv4N9Hbgm1LIw8MwNjLpj1PznwIadXSneO4tEQEK7EJ8nFf6zSC775mWsNaia19YnYow/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">UI设计</strong> <i class=\"inner_link_account_wechat\">微信号：epuisj</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/zWjNYolTWdn5ia3E65qXmb1TwTzKWqdpubh4j8LhZ7iac4JlqNMXdzaHYwagibTOloricTMHv3Gia6ibOOfJdlnSiba8w/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">UI设计思维</strong> <i class=\"inner_link_account_wechat\">微信号：uishejisiwei</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/x4cgx8p88eRNostPGmu6142J6JhwVM3axHYGP0zSUEaRdMia2AzTeArkiaLrEVibiaRqiaOR6cy8Ij242gR4QibpcMicQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">UI设计自学平台</strong> <i class=\"inner_link_account_wechat\">微信号：WEB_wysj</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/nt37a8ibkTAbtjR6BPgribc6libiaajfjFyfj4cPLImGoPngmSx4dnDZj9BE2fbwk7ayWO1L0pG4uG920lTfoleQbQ/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">UI设计</strong> <i class=\"inner_link_account_wechat\">微信号：mobileui</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li><li class=\"inner_link_account_item\"><div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/yww2NWtwDtIbGX8ngKq0KiazWPAfpjygebEiaon0qCEXu0tqJr2PZwzQTdehWRNSlAib4IKJ3Mibdwl7MAGpe6gdjg/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">ui设计</strong> <i class=\"inner_link_account_wechat\">微信号：uidesign2019</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">订阅号</div></li>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "公众号SERP = main_content\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "# 解析\n",
    "root = fromstring(公众号SERP) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [],
   "source": [
    "主 = root.xpath('//li[@class=\"inner_link_account_item\"]')\n",
    "\n",
    "account_list = []\n",
    "for e in 主:\n",
    "    account_nickname = e.xpath('./div/strong[@class=\"inner_link_account_nickname\"]')[0].text\n",
    "    account_wechat = e.xpath('./div/i[@class=\"inner_link_account_wechat\"]')[0].text\n",
    "    account_img = e.xpath('./div/img/@src')[0]\n",
    "    account = {\"nickname\": account_nickname, \"wechat\": account_wechat, \"img\": account_img,}\n",
    "    account_list.append(account)\n",
    "\n",
    "df_account = pd.DataFrame(account_list)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>nickname</th>\n",
       "      <th>wechat</th>\n",
       "      <th>img</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>UI设计</td>\n",
       "      <td>微信号：epuisj</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/FYutQibJ3yn8Z6m...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>UI设计思维</td>\n",
       "      <td>微信号：uishejisiwei</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/zWjNYolTWdn5ia3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>UI设计自学平台</td>\n",
       "      <td>微信号：WEB_wysj</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/x4cgx8p88eRNost...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>UI设计</td>\n",
       "      <td>微信号：mobileui</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/nt37a8ibkTAbtjR...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>ui设计</td>\n",
       "      <td>微信号：uidesign2019</td>\n",
       "      <td>http://mmbiz.qpic.cn/mmbiz_png/yww2NWtwDtIbGX8...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   nickname            wechat  \\\n",
       "0      UI设计        微信号：epuisj   \n",
       "1    UI设计思维  微信号：uishejisiwei   \n",
       "2  UI设计自学平台      微信号：WEB_wysj   \n",
       "3      UI设计      微信号：mobileui   \n",
       "4      ui设计  微信号：uidesign2019   \n",
       "\n",
       "                                                 img  \n",
       "0  http://mmbiz.qpic.cn/mmbiz_png/FYutQibJ3yn8Z6m...  \n",
       "1  http://mmbiz.qpic.cn/mmbiz_png/zWjNYolTWdn5ia3...  \n",
       "2  http://mmbiz.qpic.cn/mmbiz_png/x4cgx8p88eRNost...  \n",
       "3  http://mmbiz.qpic.cn/mmbiz_png/nt37a8ibkTAbtjR...  \n",
       "4  http://mmbiz.qpic.cn/mmbiz_png/yww2NWtwDtIbGX8...  "
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_account"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<div class=\"weui-desktop-vm_primary\"><img src=\"http://mmbiz.qpic.cn/mmbiz_png/FYutQibJ3yn8Z6mHNPxKibv4N9Hbgm1LIw8MwNjLpj1PznwIadXSneO4tEQEK7EJ8nFf6zSC775mWsNaia19YnYow/0?wx_fmt=png\" class=\"inner_link_account_avatar\"> <strong class=\"inner_link_account_nickname\">UI设计</strong> <i class=\"inner_link_account_wechat\">微信号：epuisj</i></div> <div class=\"weui-desktop-vm_default inner_link_account_type\">服务号</div>\n"
     ]
    }
   ],
   "source": [
    "element = driver.find_element_by_xpath('//ul[@class=\"inner_link_account_list\"]/li')\n",
    "main_content = element.get_attribute('innerHTML')\n",
    "print(main_content)\n",
    "element.click()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'\\n跳转_input = driver.find_element_by_xpath(\\'//span[@class=\"weui-desktop-pagination__form\"]/input\\')\\n跳转_a = driver.find_element_by_xpath(\\'//span[@class=\"weui-desktop-pagination__form\"]/a\\')\\n跳转_input.clear()\\n跳转_input.send_keys(2)\\n跳转_a.click()\\n'"
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 跳转testing\n",
    "'''\n",
    "跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "跳转_input.clear()\n",
    "跳转_input.send_keys(2)\n",
    "跳转_a.click()\n",
    "'''"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 46]\n",
      "False\n"
     ]
    }
   ],
   "source": [
    "# 跳转上限\n",
    "l_e = driver.find_elements_by_xpath('//label[@class=\"weui-desktop-pagination__num\"]')\n",
    "l_e_int  = [int(x.text) for x in l_e] \n",
    "print (l_e_int)\n",
    "print (l_e_int[0]==l_e_int[-1])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]\n"
     ]
    }
   ],
   "source": [
    "pages = list(range(l_e_int[0],l_e_int[-1]+1 ))\n",
    "#print(pages[0:2])\n",
    "pages = list(range(1,l_e_int[-1]+1 ))\n",
    "print(pages)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 循环/遍历"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "# global varialbes \n",
    "html_raw = dict()\n",
    "main_content =\"\"\n",
    "element = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "def process_pages (pages):\n",
    "    for p in pages:\n",
    "        print (p,end='\\t')\n",
    "\n",
    "        跳转_input = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/input')\n",
    "        跳转_a = driver.find_element_by_xpath('//span[@class=\"weui-desktop-pagination__form\"]/a')\n",
    "        跳转_input.clear()\n",
    "        跳转_input.send_keys(p)\n",
    "        跳转_a.click()\n",
    "\n",
    "        time.sleep(5+10*random())\n",
    "\n",
    "        element = driver.find_element_by_xpath('//div[@class=\"inner_link_article_list\"]')\n",
    "        main_content = element.get_attribute('innerHTML')\n",
    "        #print(main_content)\n",
    "        html_raw[p] = main_content"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\t2\t3\t4\t5\t6\t7\t8\t9\t10\t11\t12\t13\t14\t15\t16\t17\t18\t19\t20\t21\t22\t23\t24\t25\t26\t27\t28\t29\t30\t31\t32\t33\t34\t35\t36\t37\t38\t39\t40\t41\t42\t43\t44\t45\t46\t"
     ]
    }
   ],
   "source": [
    "process_pages(pages)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "1   <div><label class=\"inner_link_article_item\"><s...\n",
       "2   <div><label class=\"inner_link_article_item\"><s...\n",
       "3   <div><label class=\"inner_link_article_item\"><s...\n",
       "4   <div><label class=\"inner_link_article_item\"><s...\n",
       "5   <div><label class=\"inner_link_article_item\"><s...\n",
       "6   <div><label class=\"inner_link_article_item\"><s...\n",
       "7   <div><label class=\"inner_link_article_item\"><s...\n",
       "8   <div><label class=\"inner_link_article_item\"><s...\n",
       "9   <div><label class=\"inner_link_article_item\"><s...\n",
       "10  <div><label class=\"inner_link_article_item\"><s...\n",
       "11  <div><label class=\"inner_link_article_item\"><s...\n",
       "12  <div><label class=\"inner_link_article_item\"><s...\n",
       "13  <div><label class=\"inner_link_article_item\"><s...\n",
       "14  <div><label class=\"inner_link_article_item\"><s...\n",
       "15  <div><label class=\"inner_link_article_item\"><s...\n",
       "16  <div><label class=\"inner_link_article_item\"><s...\n",
       "17  <div><label class=\"inner_link_article_item\"><s...\n",
       "18  <div><label class=\"inner_link_article_item\"><s...\n",
       "19  <div><label class=\"inner_link_article_item\"><s...\n",
       "20  <div><label class=\"inner_link_article_item\"><s...\n",
       "21  <div><label class=\"inner_link_article_item\"><s...\n",
       "22  <div><label class=\"inner_link_article_item\"><s...\n",
       "23  <div><label class=\"inner_link_article_item\"><s...\n",
       "24  <div><label class=\"inner_link_article_item\"><s...\n",
       "25  <div><label class=\"inner_link_article_item\"><s...\n",
       "26  <div><label class=\"inner_link_article_item\"><s...\n",
       "27  <div><label class=\"inner_link_article_item\"><s...\n",
       "28  <div><label class=\"inner_link_article_item\"><s...\n",
       "29  <div><label class=\"inner_link_article_item\"><s...\n",
       "30  <div><label class=\"inner_link_article_item\"><s...\n",
       "31  <div><label class=\"inner_link_article_item\"><s...\n",
       "32  <div><label class=\"inner_link_article_item\"><s...\n",
       "33  <div><label class=\"inner_link_article_item\"><s...\n",
       "34  <div><label class=\"inner_link_article_item\"><s...\n",
       "35  <div><label class=\"inner_link_article_item\"><s...\n",
       "36  <div><label class=\"inner_link_article_item\"><s...\n",
       "37  <div><label class=\"inner_link_article_item\"><s...\n",
       "38  <div><label class=\"inner_link_article_item\"><s...\n",
       "39  <div><label class=\"inner_link_article_item\"><s...\n",
       "40  <div><label class=\"inner_link_article_item\"><s...\n",
       "41  <div><label class=\"inner_link_article_item\"><s...\n",
       "42  <div><label class=\"inner_link_article_item\"><s...\n",
       "43  <div><label class=\"inner_link_article_item\"><s...\n",
       "44  <div><label class=\"inner_link_article_item\"><s...\n",
       "45  <div><label class=\"inner_link_article_item\"><s...\n",
       "46  <div><label class=\"inner_link_article_item\"><s..."
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.DataFrame([html_raw]).T\n",
    "df.columns = [\"html_snippets\"]\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Stored 'html_raw' (dict)\n"
     ]
    }
   ],
   "source": [
    "%store html_raw\n",
    "import pickle \n",
    "filehandler = open(\"html_raw\", 'wb') \n",
    "pickle.dump(html_raw, filehandler)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "35\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>html_snippets</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>&lt;div&gt;&lt;label class=\"inner_link_article_item\"&gt;&lt;s...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                        html_snippets\n",
       "12  <div><label class=\"inner_link_article_item\"><s...\n",
       "37  <div><label class=\"inner_link_article_item\"><s...\n",
       "38  <div><label class=\"inner_link_article_item\"><s...\n",
       "39  <div><label class=\"inner_link_article_item\"><s...\n",
       "40  <div><label class=\"inner_link_article_item\"><s...\n",
       "41  <div><label class=\"inner_link_article_item\"><s...\n",
       "42  <div><label class=\"inner_link_article_item\"><s...\n",
       "43  <div><label class=\"inner_link_article_item\"><s...\n",
       "44  <div><label class=\"inner_link_article_item\"><s...\n",
       "45  <div><label class=\"inner_link_article_item\"><s...\n",
       "46  <div><label class=\"inner_link_article_item\"><s..."
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_out = df[~df.duplicated()]\n",
    "print (len(df_out))\n",
    "df[df.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[12, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[12, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46]"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "try_again = list(df[df.duplicated()].index)\n",
    "print(try_again)\n",
    "try_again = try_again + list (set(pages).difference(set(df.index.values)))\n",
    "try_again"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 暂存档"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "filename = fn [\"output\"] [\"公众号_htm_snippets\"] \n",
    "df_out.to_csv(filename.format(公众号=公众号), sep=\"\\t\", encoding=\"utf8\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "23,36,29,35,35,31,35,32,36,36,37,36,34,31,30,28,26,23,25,19,22,21,24,22,23,21,21,19,23,19,19,15,20,21,24,25,25,25,25,25,25,25,25,25,25,25,"
     ]
    }
   ],
   "source": [
    "def parse_html_snippets(_snippet_):\n",
    "    root = fromstring(_snippet_) \n",
    "    title = [x.text for x in root.xpath('//div[@class=\"inner_link_article_title\"]')]\n",
    "    create_time = [x.text for x in root.xpath('//div[@class=\"inner_link_article_date\"]')]\n",
    "    link = [x for x in root.xpath('//a/@href')]\n",
    "    _df_ = pd.DataFrame({\"title\":title, \"create_time\": create_time, \"link\":link})\n",
    "    return(_df_)\n",
    "    \n",
    "l_df = []\n",
    "for p in pages:\n",
    "    _df_ = parse_html_snippets(df.loc[p,\"html_snippets\"])\n",
    "    print (len(_df_), end=\",\")\n",
    "    l_df.append(_df_)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>和月入3万的设计部小姐姐聊天后，我慌了...</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计案例 | Facebook AR图标UI设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>灵感搜集 | 2020年日历台历设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>灵感搜集 | 爱情主题设计作品</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师们，这个短片千万别错过！</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>作品 | 多款扁平化风格APP设计合集</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>搜集 | Honda Accord平面广告创意字体设计</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>设计 | 沉溺模仿，无法自拔的动效</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>创意 | 金拱门的LOGO跨界，你品到了吗？</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>被甲方摧残的设计师，如何翻身做主人</td>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>看看5年前的UI设计界面，有什么进步？</td>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title create_time  \\\n",
       "0        和月入3万的设计部小姐姐聊天后，我慌了...  2020-05-13   \n",
       "1      设计案例 | Facebook AR图标UI设计  2020-05-13   \n",
       "2            灵感搜集 | 2020年日历台历设计  2020-05-13   \n",
       "3               灵感搜集 | 爱情主题设计作品  2020-05-13   \n",
       "4               设计师们，这个短片千万别错过！  2020-05-13   \n",
       "5           作品 | 多款扁平化风格APP设计合集  2020-05-06   \n",
       "6   搜集 | Honda Accord平面广告创意字体设计  2020-05-06   \n",
       "7             设计 | 沉溺模仿，无法自拔的动效  2020-05-06   \n",
       "8        创意 | 金拱门的LOGO跨界，你品到了吗？  2020-05-06   \n",
       "9             被甲方摧残的设计师，如何翻身做主人  2020-05-06   \n",
       "10          看看5年前的UI设计界面，有什么进步？  2020-04-30   \n",
       "\n",
       "                                                 link  \n",
       "0   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "2   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "3   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "4   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "5   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "6   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "7   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "8   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "9   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "10  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  "
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out = pd.concat(l_df).reset_index(drop=True)\n",
    "df_url_out.loc[0:10]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>网易资深交互设计师：关于交互设计师的五大误区</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>激发灵感 | 经典iOS界面设计案例</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>超全面的UI字体设计与排版指南</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>UI灵感：网站互动设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>案例 | 一系列清新独特的日历组件UI界面设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title create_time  \\\n",
       "1201   网易资深交互设计师：关于交互设计师的五大误区  2016-06-02   \n",
       "1202       激发灵感 | 经典iOS界面设计案例  2016-06-02   \n",
       "1203          超全面的UI字体设计与排版指南  2016-06-02   \n",
       "1204              UI灵感：网站互动设计  2016-06-02   \n",
       "1205  案例 | 一系列清新独特的日历组件UI界面设计  2016-06-02   \n",
       "\n",
       "                                                   link  \n",
       "1201  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1202  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1203  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1204  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1205  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  "
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out.tail(5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>value</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>和月入3万的设计部小姐姐聊天后，我慌了...</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计案例 | Facebook AR图标UI设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>灵感搜集 | 2020年日历台历设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>灵感搜集 | 爱情主题设计作品</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师们，这个短片千万别错过！</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>网易资深交互设计师：关于交互设计师的五大误区</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>激发灵感 | 经典iOS界面设计案例</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>超全面的UI字体设计与排版指南</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>UI灵感：网站互动设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>案例 | 一系列清新独特的日历组件UI界面设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1167 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                          title create_time  \\\n",
       "value                                         \n",
       "0        和月入3万的设计部小姐姐聊天后，我慌了...  2020-05-13   \n",
       "1      设计案例 | Facebook AR图标UI设计  2020-05-13   \n",
       "2            灵感搜集 | 2020年日历台历设计  2020-05-13   \n",
       "3               灵感搜集 | 爱情主题设计作品  2020-05-13   \n",
       "4               设计师们，这个短片千万别错过！  2020-05-13   \n",
       "...                         ...         ...   \n",
       "1201     网易资深交互设计师：关于交互设计师的五大误区  2016-06-02   \n",
       "1202         激发灵感 | 经典iOS界面设计案例  2016-06-02   \n",
       "1203            超全面的UI字体设计与排版指南  2016-06-02   \n",
       "1204                UI灵感：网站互动设计  2016-06-02   \n",
       "1205    案例 | 一系列清新独特的日历组件UI界面设计  2016-06-02   \n",
       "\n",
       "                                                    link  \n",
       "value                                                     \n",
       "0      http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1      http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "2      http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "3      http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "4      http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "...                                                  ...  \n",
       "1201   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1202   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1203   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1204   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1205   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "\n",
       "[1167 rows x 3 columns]"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# tagging 标记\n",
    "tagging_list = [\"\",\"马化腾\", \"腾讯\", \"微众银行\",\"腾讯复星\",\"腾讯风控\",\"腾讯支付\",\"WeChat\",\"We Remit\",\\\n",
    "                \"公益日\",\"红包\",\\\n",
    "                \"腾讯财付通\",\"鹅厂\",\"QQ钱包\",\"QQ红包\",\"QQ\",\\\n",
    "                \"只有一\",\"大咖\",\"听说\",\"图片\",\"照片\",\"小编\",\\\n",
    "                \"洗钱\", \"黑产\",\"被骗\",\"腾讯安全课\",\"诈骗\", \"炒股\",\"神秘兼职\",\"神秘组织\",\\\n",
    "                \"财付通\", \"品牌\",\\\n",
    "                \"收款\",\\\n",
    "                \"报告\",\\\n",
    "                \"银行卡\",\"理财\",\"选股\",\"发票\",\"基金\",\\\n",
    "                \"区块链\",\"金融云\",\"O2O\",\"农产品\",\"家乡\",\\\n",
    "                \"数据\", \"数据赋能\", \"智能\", \"数字孪生\", \"智慧大脑\",\\\n",
    "                \"出行\",\"乘车\",\"公交\",\"乘车码\", \"智慧地铁\",\\\n",
    "                \"高峰论坛\", \"智库\",\\\n",
    "                \"央行\",\"新规\", \\\n",
    "                \"微信\", \"微信支付\", \"跨境支付\", \"移动支付\",\"非银行支付\",\"电子支付\",\\\n",
    "                \"互联网金融\", \"金融科技\",\"互联网＋\",\"互联网+金融\",\"普惠金融\",\"虚拟银行\",\\\n",
    "                \"开放\",\"生态\",\"复杂\",\"互联网思维\",\"全球合作伙伴\",\\\n",
    "                \"联合国\", \"城市\", \"粤港澳大湾区\", \"平台\", \"可持续发展\", \"未来\", \"绿色\",\\\n",
    "                \"医护\",\"防护服\",\"小时\",\"武汉\",\"危机\",\"新冠肺炎\", \"疫\", \"疫情\", \"复工\",\"停课\",\"宅经济\",\\\n",
    "                \"基建\",\"新基建\"] #overwritable\n",
    "\n",
    "v_v_list = []\n",
    "\n",
    "for tag in tagging_list:\n",
    "    index_list = df_url_out [ df_url_out.title.str.contains(tag) ].index.tolist()\n",
    "    v_v_pairs = pd.DataFrame({tag:index_list}).melt().set_index(\"value\")\n",
    "    v_v_list.append(v_v_pairs)\n",
    "\n",
    "df_cat = v_v_list[0]\n",
    "for d in v_v_list:\n",
    "    df_cat.update(d)\n",
    "    \n",
    "# 尚未标记内容\n",
    "df_url_out.loc [ df_cat.query('variable==\"\"').index ]"
   ]
  },
  {
   "cell_type": "raw",
   "metadata": {},
   "source": [
    "df_url_out.loc[53].link"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>365</th>\n",
       "      <td>王老吉不再是红罐，这个设计很骚气</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>366</th>\n",
       "      <td>字体设计能有多难？了解这些潜规则很重要</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>367</th>\n",
       "      <td>UI设计技巧之明亮的色彩应用</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>368</th>\n",
       "      <td>想使用深色系UI，这些注意事项你一定要了解</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>369</th>\n",
       "      <td>未来，这项能力的升值速度比房价快10倍……</td>\n",
       "      <td>2019-03-08</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>网易资深交互设计师：关于交互设计师的五大误区</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>激发灵感 | 经典iOS界面设计案例</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>超全面的UI字体设计与排版指南</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>UI灵感：网站互动设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>案例 | 一系列清新独特的日历组件UI界面设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>286 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title create_time  \\\n",
       "365          王老吉不再是红罐，这个设计很骚气  2019-03-08   \n",
       "366       字体设计能有多难？了解这些潜规则很重要  2019-03-08   \n",
       "367            UI设计技巧之明亮的色彩应用  2019-03-08   \n",
       "368     想使用深色系UI，这些注意事项你一定要了解  2019-03-08   \n",
       "369     未来，这项能力的升值速度比房价快10倍……  2019-03-08   \n",
       "...                       ...         ...   \n",
       "1201   网易资深交互设计师：关于交互设计师的五大误区  2016-06-02   \n",
       "1202       激发灵感 | 经典iOS界面设计案例  2016-06-02   \n",
       "1203          超全面的UI字体设计与排版指南  2016-06-02   \n",
       "1204              UI灵感：网站互动设计  2016-06-02   \n",
       "1205  案例 | 一系列清新独特的日历组件UI界面设计  2016-06-02   \n",
       "\n",
       "                                                   link  \n",
       "365   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "366   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "367   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "368   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "369   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "...                                                 ...  \n",
       "1201  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1202  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1203  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1204  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1205  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "\n",
       "[286 rows x 3 columns]"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out[df_url_out.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>和月入3万的设计部小姐姐聊天后，我慌了...</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计案例 | Facebook AR图标UI设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>灵感搜集 | 2020年日历台历设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>灵感搜集 | 爱情主题设计作品</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师们，这个短片千万别错过！</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>951</th>\n",
       "      <td>网易资深交互设计师：关于交互设计师的五大误区</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>952</th>\n",
       "      <td>激发灵感 | 经典iOS界面设计案例</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>953</th>\n",
       "      <td>超全面的UI字体设计与排版指南</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>954</th>\n",
       "      <td>UI灵感：网站互动设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>955</th>\n",
       "      <td>案例 | 一系列清新独特的日历组件UI界面设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>920 rows × 3 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                        title create_time  \\\n",
       "0      和月入3万的设计部小姐姐聊天后，我慌了...  2020-05-13   \n",
       "1    设计案例 | Facebook AR图标UI设计  2020-05-13   \n",
       "2          灵感搜集 | 2020年日历台历设计  2020-05-13   \n",
       "3             灵感搜集 | 爱情主题设计作品  2020-05-13   \n",
       "4             设计师们，这个短片千万别错过！  2020-05-13   \n",
       "..                        ...         ...   \n",
       "951    网易资深交互设计师：关于交互设计师的五大误区  2016-06-02   \n",
       "952        激发灵感 | 经典iOS界面设计案例  2016-06-02   \n",
       "953           超全面的UI字体设计与排版指南  2016-06-02   \n",
       "954               UI灵感：网站互动设计  2016-06-02   \n",
       "955   案例 | 一系列清新独特的日历组件UI界面设计  2016-06-02   \n",
       "\n",
       "                                                  link  \n",
       "0    http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "1    http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "2    http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "3    http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "4    http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "..                                                 ...  \n",
       "951  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "952  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "953  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "954  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "955  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...  \n",
       "\n",
       "[920 rows x 3 columns]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_url_out[~df_url_out.duplicated()]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "\n",
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       "        text-align: right;\n",
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>variable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>和月入3万的设计部小姐姐聊天后，我慌了...</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>设计案例 | Facebook AR图标UI设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>灵感搜集 | 2020年日历台历设计</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>灵感搜集 | 爱情主题设计作品</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>设计师们，这个短片千万别错过！</td>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1201</th>\n",
       "      <td>网易资深交互设计师：关于交互设计师的五大误区</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1202</th>\n",
       "      <td>激发灵感 | 经典iOS界面设计案例</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1203</th>\n",
       "      <td>超全面的UI字体设计与排版指南</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1204</th>\n",
       "      <td>UI灵感：网站互动设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1205</th>\n",
       "      <td>案例 | 一系列清新独特的日历组件UI界面设计</td>\n",
       "      <td>2016-06-02</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>无法分类</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1206 rows × 4 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                         title create_time  \\\n",
       "0       和月入3万的设计部小姐姐聊天后，我慌了...  2020-05-13   \n",
       "1     设计案例 | Facebook AR图标UI设计  2020-05-13   \n",
       "2           灵感搜集 | 2020年日历台历设计  2020-05-13   \n",
       "3              灵感搜集 | 爱情主题设计作品  2020-05-13   \n",
       "4              设计师们，这个短片千万别错过！  2020-05-13   \n",
       "...                        ...         ...   \n",
       "1201    网易资深交互设计师：关于交互设计师的五大误区  2016-06-02   \n",
       "1202        激发灵感 | 经典iOS界面设计案例  2016-06-02   \n",
       "1203           超全面的UI字体设计与排版指南  2016-06-02   \n",
       "1204               UI灵感：网站互动设计  2016-06-02   \n",
       "1205   案例 | 一系列清新独特的日历组件UI界面设计  2016-06-02   \n",
       "\n",
       "                                                   link variable  \n",
       "0     http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "1     http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "2     http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "3     http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "4     http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "...                                                 ...      ...  \n",
       "1201  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "1202  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "1203  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "1204  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "1205  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...     无法分类  \n",
       "\n",
       "[1206 rows x 4 columns]"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_o = df_url_out.join(df_cat).replace(\"\", np.nan).fillna(\"无法分类\")\n",
    "df_o"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<style scoped>\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
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       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "      <th>create_time</th>\n",
       "      <th>link</th>\n",
       "      <th>variable</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！</td>\n",
       "      <td>2019-02-16</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！</td>\n",
       "      <td>2019-04-28</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>388</th>\n",
       "      <td>他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！</td>\n",
       "      <td>2019-02-16</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>448</th>\n",
       "      <td>腾讯的视觉设计偷偷变了，有人说蓝的很low？</td>\n",
       "      <td>2018-12-07</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>914</th>\n",
       "      <td>【腾讯DNA设计团队】小火箭V2.0项目总结</td>\n",
       "      <td>2016-08-15</td>\n",
       "      <td>http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...</td>\n",
       "      <td>腾讯</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                   title create_time  \\\n",
       "46   他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！  2019-02-16   \n",
       "317  他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！  2019-04-28   \n",
       "388  他农村出身，1400块钱深漂，如今1个方案卖580万，征服腾讯、百度！  2019-02-16   \n",
       "448               腾讯的视觉设计偷偷变了，有人说蓝的很low？  2018-12-07   \n",
       "914               【腾讯DNA设计团队】小火箭V2.0项目总结  2016-08-15   \n",
       "\n",
       "                                                  link variable  \n",
       "46   http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...       腾讯  \n",
       "317  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...       腾讯  \n",
       "388  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...       腾讯  \n",
       "448  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...       腾讯  \n",
       "914  http://mp.weixin.qq.com/s?__biz=MzA5NjIwNzc5Mw...       腾讯  "
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_o[df_o.title.str.contains(\"腾讯\")]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>title</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>variable</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>无法分类</th>\n",
       "      <td>1167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>品牌</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>图片</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>未来</th>\n",
       "      <td>6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>腾讯</th>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>数据</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>绿色</th>\n",
       "      <td>3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>大咖</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>武汉</th>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>QQ</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>小时</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>微信</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>照片</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>疫情</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>红包</th>\n",
       "      <td>1</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          title\n",
       "variable       \n",
       "无法分类       1167\n",
       "品牌            6\n",
       "图片            6\n",
       "未来            6\n",
       "腾讯            5\n",
       "数据            3\n",
       "绿色            3\n",
       "大咖            2\n",
       "武汉            2\n",
       "QQ            1\n",
       "小时            1\n",
       "微信            1\n",
       "照片            1\n",
       "疫情            1\n",
       "红包            1"
      ]
     },
     "execution_count": 49,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_stats = df_o.groupby(by=\"variable\").agg({\"title\":\"count\"}).sort_values(by=\"title\", ascending=False)\n",
    "df_stats"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 输出"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [],
   "source": [
    "df_account.columns.name = \"rel_accounts\"\n",
    "df_o.columns.name = \"url_cat\"\n",
    "df_stats.columns.name = \"stats\"\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [],
   "source": [
    "_df_.columns.name"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Get the xlsxwriter workbook and worksheet objects.  \n",
    "with pd.ExcelWriter(fn[\"output\"][\"公众号_xlsx\"].format(公众号=公众号)) as writer:\n",
    "    workbook  = writer.book\n",
    "\n",
    "    for _df_ in [df_account, df_o, df_stats]:\n",
    "        _df_.to_excel(writer, sheet_name = _df_.columns.name)\n"
   ]
  }
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